Hurricanes pose escalating risks to offshore oil and gas operations in the Gulf of America. This study employs a high-resolution coupled atmosphere–ocean modeling framework with a pseudo–global warming (PGW) approach—leveraging multiple CMIP6 models under the SSP5-8.5 scenario—to investigate how the Loop Current (LC) and warm Loop Current Eddies (LCEs) modulate hurricane responses in a future climate and to provide insights for offshore facility design, siting, and operational preparedness. Results show that LC/LCEs significantly influence projected hurricane characteristics under future warming. Intensified hurricanes traveling over LC/LCE waters experience substantial ocean feedbacks, with the Tropical Cyclone Heat Potential (TCHP) over these regions approximately doubling. Storm intensification is more sensitive to surface ocean warming than to the deepening of the 26 °C isotherm (D26). For offshore operations, these dynamics translate into greater peak wind and rainfall hazards near LC/LCE cores and sharper spatial gradients in hazard footprints. This study is among the first to isolate LC/LCE impacts on future hurricane hazards using a multi-model PGW framework and link them to offshore risk metrics. Findings underscore the importance of realistic mesoscale ocean representation in coupled models to improve hurricane risk assessments and enhance resilience planning for offshore facilities.